{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import datetime\n",
    "from deep_tools import f\n",
    "from deep_tools import DataGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "register=pd.read_csv('user_register_log.txt',sep='\\t',names=['user_id','register_day','register_type','device_type'])\n",
    "launch=pd.read_csv('app_launch_log.txt',sep='\\t',names=['user_id','launch_day'])\n",
    "create=pd.read_csv('video_create_log.txt',sep='\\t',names=['user_id','create_day'])\n",
    "activity=pd.read_csv('user_activity_log.txt',sep='\\t',names=['user_id','act_day','page','video_id','author_id','act_type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "   user_id  register_day  register_type  device_type\n",
       "0   744025             1              1          283\n",
       "1  1270299             1              1          259\n",
       "2   571220             1              1            2\n",
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      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "register.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](./img/1.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
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       "   user_id  launch_day\n",
       "0   383135           1\n",
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       "3   330986          11\n",
       "4   330986          12"
      ]
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     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "launch.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](./img/2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "   user_id  create_day\n",
       "0   720497           1\n",
       "1   720497           1\n",
       "2   720497           1\n",
       "3  1075211           6\n",
       "4  1075211          12"
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     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "create.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](./img/3.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "   user_id  act_day  page  video_id  author_id  act_type\n",
       "0  1062323       22     3   2877472     880271         0\n",
       "1   639898       17     3    740662     210200         0\n",
       "2  1260200        5     3   3332414     162866         0\n",
       "3   817201       22     3   1129617     530246         0\n",
       "4   817201       23     3   1129617     530246         0"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "activity.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](./img/4.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "计算序列长度，持续时间=数据总时间-注册时间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>4</th>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
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      "text/plain": [
       "   user_id  register_day  register_type  device_type  seq_length\n",
       "0   744025             1              1          283          30\n",
       "1  1270299             1              1          259          30\n",
       "2   571220             1              1            2          30\n",
       "3  1308501             1              0           23          30\n",
       "4   745554             1              2            0          30"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "register['seq_length']=31-register['register_day']\n",
    "register.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构建字典存储用户在持续时间内，不同日期的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "user_queue={i:[] for i in range(1,31)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for index,row in register.iterrows():\n",
    "    user_queue[row[-1]].append(row[0])#row[-1]是seq_length,row[0]是user_id"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "key表示序列长度（持续天数），value表示用户"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "  ...],\n",
       " 5: [82524,\n",
       "  73158,\n",
       "  1139294,\n",
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       " 7: [123473,\n",
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       "  ...],\n",
       " 8: [1274576,\n",
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       " 14: [500537,\n",
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       " 23: [200677,\n",
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       "  68092,\n",
       "  173089,\n",
       "  767649,\n",
       "  349106,\n",
       "  777759,\n",
       "  656503,\n",
       "  ...]}"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_queue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class user_seq:\n",
    "    \n",
    "    def __init__(self,register_day,seq_length,n_features):\n",
    "        self.register_day=register_day\n",
    "        self.seq_length=seq_length\n",
    "        self.array=np.zeros([self.seq_length,n_features]) #构建矩阵：持续天数*特征个数，后续新创建的特征来往里面填充\n",
    "        self.array[0,0]=1\n",
    "        self.page_rank=np.zeros([self.seq_length])\n",
    "        self.pointer=1\n",
    "        \n",
    "    def put_feature(self,feature_number,string):\n",
    "        for i in string.split(','):\n",
    "            pos,value=i.split(':') #注册后第几天进行了登录，1为指示符\n",
    "            self.array[int(pos)-self.register_day,feature_number]=1\n",
    "\n",
    "    def put_PR(self,string):\n",
    "        for i in string.split(','):\n",
    "            pos,value=i.split(':')\n",
    "            self.page_rank[int(pos)-self.register_day]=value\n",
    "\n",
    "    def get_array(self):\n",
    "        return self.array\n",
    "    \n",
    "    def get_label(self):\n",
    "        self.label=np.array([None]*self.seq_length)\n",
    "        active=self.array[:,:10].sum(axis=1)\n",
    "        for i in range(self.seq_length-7):\n",
    "            self.label[i]=1*(np.sum(active[i+1:i+8])>0)\n",
    "        return self.label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n_features=12\n",
    "data={row[0]:user_seq(register_day=row[1],seq_length=row[-1],n_features=n_features) for index,row in register.iterrows()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "得到每个用户特征列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 78691: <__main__.user_seq at 0x1a6893d7080>,\n",
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       " 1032836: <__main__.user_seq at 0x1a6893d7358>,\n",
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       " 1030103: <__main__.user_seq at 0x1a6893d7400>,\n",
       " 10281: <__main__.user_seq at 0x1a6893d7438>,\n",
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       " 973428: <__main__.user_seq at 0x1a6893d75c0>,\n",
       " 786824: <__main__.user_seq at 0x1a6893d75f8>,\n",
       " 1111731: <__main__.user_seq at 0x1a6893d7630>,\n",
       " 1202073: <__main__.user_seq at 0x1a6893d7668>,\n",
       " 605164: <__main__.user_seq at 0x1a6893d76a0>,\n",
       " 581368: <__main__.user_seq at 0x1a6893d76d8>,\n",
       " 1300636: <__main__.user_seq at 0x1a6893d7710>,\n",
       " 1035207: <__main__.user_seq at 0x1a6893d7748>,\n",
       " 844492: <__main__.user_seq at 0x1a6893d7780>,\n",
       " 19167: <__main__.user_seq at 0x1a6893d77b8>,\n",
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       " 573512: <__main__.user_seq at 0x1a6893d7828>,\n",
       " 868765: <__main__.user_seq at 0x1a6893d7860>,\n",
       " 433408: <__main__.user_seq at 0x1a6893d7898>,\n",
       " 772261: <__main__.user_seq at 0x1a6893d78d0>,\n",
       " 484035: <__main__.user_seq at 0x1a6893d7908>,\n",
       " 593613: <__main__.user_seq at 0x1a6893d7940>,\n",
       " 675854: <__main__.user_seq at 0x1a6893d7978>,\n",
       " 860938: <__main__.user_seq at 0x1a6893d79b0>,\n",
       " 1080025: <__main__.user_seq at 0x1a6893d79e8>,\n",
       " 1227975: <__main__.user_seq at 0x1a6893d7a20>,\n",
       " 1217923: <__main__.user_seq at 0x1a6893d7a58>,\n",
       " 781337: <__main__.user_seq at 0x1a6893d7a90>,\n",
       " 766355: <__main__.user_seq at 0x1a6893d7ac8>,\n",
       " 1011370: <__main__.user_seq at 0x1a6893d7b00>,\n",
       " 1043386: <__main__.user_seq at 0x1a6893d7b38>,\n",
       " 1314034: <__main__.user_seq at 0x1a6893d7b70>,\n",
       " 1359018: <__main__.user_seq at 0x1a6893d7ba8>,\n",
       " 337372: <__main__.user_seq at 0x1a6893d7be0>,\n",
       " 967286: <__main__.user_seq at 0x1a6893d7c18>,\n",
       " 381644: <__main__.user_seq at 0x1a6893d7c50>,\n",
       " 1167296: <__main__.user_seq at 0x1a6893d7c88>,\n",
       " 1318762: <__main__.user_seq at 0x1a6893d7cc0>,\n",
       " 359954: <__main__.user_seq at 0x1a6893d7cf8>,\n",
       " 686230: <__main__.user_seq at 0x1a6893d7d30>,\n",
       " 480465: <__main__.user_seq at 0x1a6893d7d68>,\n",
       " ...}"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 登录信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>launch_day</th>\n",
       "      <th>launch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id  launch_day  launch\n",
       "0       16          13       1\n",
       "1       16          14       1\n",
       "2       16          15       1\n",
       "3       16          18       1\n",
       "4       16          19       1"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "launch['launch']=1 #每个用户每天登录次数\n",
    "launch_table=launch.groupby(['user_id','launch_day'],as_index=False).agg({'launch':'sum'})\n",
    "launch_table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def record_to_sequence(table): #得到用户特征序列表\n",
    "    table.columns=['user_id','day','value']\n",
    "    table.sort_values(by=['user_id','day'],inplace=True)\n",
    "    table['string']=table.day.map(str)+':'+table.value.map(str)\n",
    "    table=table.groupby(['user_id'],as_index=False).agg({'string':lambda x:','.join(x)})\n",
    "    return table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>user_id</th>\n",
       "      <th>string</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16</td>\n",
       "      <td>13:1,14:1,15:1,18:1,19:1,20:1,21:1,22:1,23:1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "      <td>24:1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>98</td>\n",
       "      <td>16:1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105</td>\n",
       "      <td>12:1,14:1,15:1,16:1,17:1,18:1,19:1,20:1,21:1,2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>176</td>\n",
       "      <td>27:1,28:1,29:1,30:1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id                                             string\n",
       "0       16       13:1,14:1,15:1,18:1,19:1,20:1,21:1,22:1,23:1\n",
       "1       30                                               24:1\n",
       "2       98                                               16:1\n",
       "3      105  12:1,14:1,15:1,16:1,17:1,18:1,19:1,20:1,21:1,2...\n",
       "4      176                                27:1,28:1,29:1,30:1"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "launch_table=record_to_sequence(launch_table) #序列特征结果\n",
    "launch_table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如ID=16的用户会在其特征表的指定位置的（13,14,15,18...行进行填充）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for index,row in launch_table.iterrows(): #根据登录信息对用户特征表进行填充\n",
    "    data[row[0]].put_feature(1,row[1]) #在指定特征位置上进行填充"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 创作视频信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "create['create']=1\n",
    "create_table=create.groupby(['user_id','create_day'],as_index=False).agg({'create':'sum'})\n",
    "create_table=record_to_sequence(create_table)\n",
    "for index,row in create_table.iterrows():\n",
    "    data[row[0]].put_feature(2,row[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 用户使用时行为特征，例如点赞，转发等\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "分别对不同行为进行统计，构建6种不同行为特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(6):\n",
    "    act=activity[activity.act_type==i].copy()\n",
    "    act=act.groupby(['user_id','act_day'],as_index=False).agg({'video_id':'count'})\n",
    "    act=record_to_sequence(act)\n",
    "    for index,row in act.iterrows():\n",
    "        data[row[0]].put_feature(i+3,row[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 产生行为的界面信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(1): #暂不作为特征\n",
    "    act=activity[activity.page==i].copy()\n",
    "    act=act.groupby(['user_id','act_day'],as_index=False).agg({'video_id':'count'})\n",
    "    act=record_to_sequence(act)\n",
    "    for index,row in act.iterrows():\n",
    "        data[row[0]].put_feature(i+9,row[1]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 观看其他用户作品信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "watched=register.loc[:,['user_id']].copy()\n",
    "watched.columns=['author_id']\n",
    "watched=pd.merge(watched,activity[activity.author_id!=activity.user_id],how='inner') #只得到交集，相当于看别人视频的\n",
    "watched=watched.groupby(['author_id','act_day'],as_index=False).agg({'video_id':'count'})\n",
    "watched=record_to_sequence(watched)\n",
    "for index,row in watched.iterrows():\n",
    "    data[row[0]].put_feature(10,row[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 观看自己的作品信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "watched=activity[activity.author_id==activity.user_id].copy()\n",
    "watched=watched.groupby(['user_id','act_day'],as_index=False).agg({'video_id':'count'})\n",
    "watched=record_to_sequence(watched)\n",
    "for index,row in watched.iterrows():\n",
    "    data[row[0]].put_feature(11,row[1]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 制作数据标签"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "活跃用户定义为：在未来7天内使用过APP（在上述任一类型日志中出现过）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对用户从注册开始时进行统计，对于每1天的数据展开，如果其7天后仍有行为产生，则标签为1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "label={user_id:user.get_label() for user_id,user in data.items()} "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "        None, None, None], dtype=object),\n",
       " 742578: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 278433: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 323276: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1080404: array([0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
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       "        None, None, None], dtype=object),\n",
       " 581535: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 623713: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 613814: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1230657: array([1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 181217: array([0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 393403: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 647111: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 301007: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1720: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 135240: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1005097: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1265157: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 422203: array([0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 491162: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 392276: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1119103: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 493601: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 987199: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 428929: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 764894: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 901027: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 716335: array([0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1132054: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1201394: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 79180: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 363940: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1171561: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 29588: array([0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 225105: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 479488: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1349377: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 755950: array([0, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 867067: array([0, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1208320: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 644685: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 580269: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1278006: array([1, 0, 0, 0, 0, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 900759: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 301088: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 846124: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 873341: array([1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 373134: array([0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 547864: array([1, 1, 1, 1, 1, 1, 0, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1145926: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 741300: array([0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 685607: array([1, 1, 1, 1, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1096768: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 544078: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 500537: array([0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1126528: array([1, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 470633: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1260044: array([1, 1, 1, 1, 1, 1, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1147129: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 708206: array([0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 578505: array([1, 1, 1, 1, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 473398: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 805787: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 905493: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 706631: array([1, 1, 1, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 875685: array([1, 1, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 969252: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 24482: array([1, 1, 1, 1, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 935166: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1316877: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1163109: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 657176: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1024790: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1216256: array([1, 1, 1, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 908794: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 154609: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1283254: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 498488: array([1, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 969395: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 64315: array([1, 1, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 354563: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1356592: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 706245: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 173080: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 315508: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 889586: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 932852: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 196795: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 700459: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 784518: array([1, 1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1149160: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 251319: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 526703: array([1, 1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 320032: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 119327: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 627445: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1333459: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 588012: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 12034: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 146820: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1243074: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 271512: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1257585: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1124798: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 82342: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1045093: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1087280: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 182906: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 934918: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 856907: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 564522: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 889866: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 986839: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 551821: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 988294: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1022936: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 349043: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1010794: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1274576: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 109973: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 134299: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1005835: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 864582: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1293122: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 896835: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 630631: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1121791: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1038314: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 123473: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 916883: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 627561: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1343228: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1134049: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1097140: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 192598: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1084176: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 699788: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1206272: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1357808: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 879812: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 178800: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 6142: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 744006: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 498016: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 603422: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 817397: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 279797: array([None, None, None, None, None, None], dtype=object),\n",
       " 42931: array([None, None, None, None, None, None], dtype=object),\n",
       " 477509: array([None, None, None, None, None, None], dtype=object),\n",
       " 768177: array([None, None, None, None, None, None], dtype=object),\n",
       " 1275284: array([None, None, None, None, None, None], dtype=object),\n",
       " 844601: array([None, None, None, None, None, None], dtype=object),\n",
       " 82524: array([None, None, None, None, None], dtype=object),\n",
       " 73158: array([None, None, None, None, None], dtype=object),\n",
       " 1139294: array([None, None, None, None, None], dtype=object),\n",
       " 1102709: array([None, None, None, None, None], dtype=object),\n",
       " 52918: array([None, None, None, None, None], dtype=object),\n",
       " 85132: array([None, None, None, None, None], dtype=object),\n",
       " 23948: array([None, None, None, None, None], dtype=object),\n",
       " 201951: array([None, None, None, None, None], dtype=object),\n",
       " 343886: array([None, None, None, None], dtype=object),\n",
       " 671062: array([None, None, None, None], dtype=object),\n",
       " 1039738: array([None, None, None, None], dtype=object),\n",
       " 310025: array([None, None, None, None], dtype=object),\n",
       " 1266850: array([None, None, None, None], dtype=object),\n",
       " 590886: array([None, None, None, None], dtype=object),\n",
       " 942055: array([None, None, None, None], dtype=object),\n",
       " 694183: array([None, None, None, None], dtype=object),\n",
       " 1302790: array([None, None, None, None], dtype=object),\n",
       " 1352813: array([None, None, None], dtype=object),\n",
       " 219457: array([None, None, None], dtype=object),\n",
       " 1273778: array([None, None, None], dtype=object),\n",
       " 615136: array([None, None, None], dtype=object),\n",
       " 692306: array([None, None, None], dtype=object),\n",
       " 234824: array([None, None, None], dtype=object),\n",
       " 797113: array([None, None, None], dtype=object),\n",
       " 1168061: array([None, None, None], dtype=object),\n",
       " 933116: array([None, None], dtype=object),\n",
       " 675189: array([None, None], dtype=object),\n",
       " 117234: array([None, None], dtype=object),\n",
       " 473215: array([None, None], dtype=object),\n",
       " 693597: array([None, None], dtype=object),\n",
       " 292217: array([None, None], dtype=object),\n",
       " 318189: array([None, None], dtype=object),\n",
       " 893024: array([None, None], dtype=object),\n",
       " 1147778: array([None, None], dtype=object),\n",
       " 75464: array([None, None], dtype=object),\n",
       " 355948: array([None], dtype=object),\n",
       " 1141243: array([None], dtype=object),\n",
       " 885314: array([None], dtype=object),\n",
       " 473037: array([None], dtype=object),\n",
       " 1161976: array([None], dtype=object),\n",
       " 1105249: array([None], dtype=object),\n",
       " 1034711: array([None], dtype=object),\n",
       " 444663: array([None], dtype=object),\n",
       " 629789: array([None], dtype=object),\n",
       " 684292: array([None], dtype=object),\n",
       " 1220188: array([None], dtype=object),\n",
       " 38479: array([None], dtype=object),\n",
       " 1166260: array([None], dtype=object),\n",
       " 739798: array([None], dtype=object),\n",
       " 1023596: array([None], dtype=object),\n",
       " 731282: array([None], dtype=object),\n",
       " 759110: array([None], dtype=object),\n",
       " 327708: array([None], dtype=object),\n",
       " 129695: array([1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1344791: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1096813: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 848341: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1068843: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 419912: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 823586: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 296386: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1161945: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 200400: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1195373: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 973391: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 65575: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 837576: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 298119: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1358198: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 375546: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 544646: array([0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 607849: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 354025: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1331521: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1191566: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 199629: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1236008: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 214542: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 350622: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 190614: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 964475: array([1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 45704: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 878391: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1105526: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 164445: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 488255: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 143944: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 802240: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1314381: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 863520: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 322780: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1115620: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1004240: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 91631: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1306292: array([0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 305295: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 46877: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1366339: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1055951: array([1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1186938: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 253904: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 78349: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1260188: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1016609: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 993751: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 826191: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1042464: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 600907: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 75238: array([1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 600462: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 43426: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1016709: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1076150: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 861690: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1346568: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 461873: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1102232: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1056760: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1360047: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 548821: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 525224: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 626427: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 354599: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 892684: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 294385: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 488384: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1127998: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 171819: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1197226: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 66852: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1111524: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1103093: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 166587: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1090147: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 401543: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 979232: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1079600: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 231285: array([1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 909695: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 259356: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 482351: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 45605: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1308171: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 307872: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 308051: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 491446: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 550643: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 347099: array([1, 1, 0, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 647478: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1351534: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 367241: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 578309: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 410784: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 374871: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 820690: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 80545: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 482040: array([0, 0, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 660628: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 657616: array([0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 406622: array([0, 0, 0, 0, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 46519: array([0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 440020: array([0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 838388: array([1, 1, 1, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 372368: array([0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1028559: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1014699: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 311119: array([0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 540632: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1174064: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1288325: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 574156: array([1, 1, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 277490: array([0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1359548: array([1, 1, 1, 1, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 853695: array([1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 53864: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 158030: array([0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 497272: array([1, 1, 0, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 699878: array([1, 1, 1, 1, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 908320: array([1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 747066: array([1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
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       "       dtype=object),\n",
       " 307612: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
       " 1266749: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
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       "       dtype=object),\n",
       " 1171263: array([1, 1, 1, 0, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 427082: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 856947: array([1, 1, 1, 1, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1083614: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
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       "       dtype=object),\n",
       " 772432: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1100998: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 635545: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 263338: array([1, 1, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1010055: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 452297: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 849233: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1232419: array([1, 1, 0, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 149945: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 625544: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1248579: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 539818: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1071059: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1348111: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 696972: array([1, 1, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 941328: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 676679: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1219114: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 292238: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 771775: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1228553: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 614233: array([0, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 95904: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 270665: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 109064: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1094001: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 828445: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 990078: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 707687: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 311009: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 361304: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 18169: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 109313: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 184915: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1138461: array([1, 1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 787356: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 252311: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 57795: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 516178: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 405637: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1363368: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1196704: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 68485: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 322656: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 977835: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1277123: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 424062: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 250174: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1023526: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 449597: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 384182: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 50084: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 118144: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1254191: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 348563: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1282349: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 179263: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1095381: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 911986: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1201628: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1323759: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 281753: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1246728: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1280301: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 403903: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 456923: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1165819: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 452121: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 356773: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1362089: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 767634: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 254346: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 479405: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 44820: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 213980: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 502744: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 134649: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 146827: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1026933: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 466945: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 910932: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 971619: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 621028: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 991248: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 60028: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 437170: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 421320: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 69464: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 676314: array([None, None, None, None, None, None], dtype=object),\n",
       " 254269: array([None, None, None, None, None, None], dtype=object),\n",
       " 803095: array([None, None, None, None, None, None], dtype=object),\n",
       " 379784: array([None, None, None, None, None, None], dtype=object),\n",
       " 810769: array([None, None, None, None, None, None], dtype=object),\n",
       " 115700: array([None, None, None, None, None, None], dtype=object),\n",
       " 282099: array([None, None, None, None, None, None], dtype=object),\n",
       " 935412: array([None, None, None, None, None, None], dtype=object),\n",
       " 888078: array([None, None, None, None, None, None], dtype=object),\n",
       " 1161970: array([None, None, None, None, None, None], dtype=object),\n",
       " 254443: array([None, None, None, None, None, None], dtype=object),\n",
       " 820184: array([None, None, None, None, None, None], dtype=object),\n",
       " 52445: array([None, None, None, None, None, None], dtype=object),\n",
       " 739438: array([None, None, None, None, None], dtype=object),\n",
       " 258311: array([None, None, None, None, None], dtype=object),\n",
       " 399174: array([None, None, None, None, None], dtype=object),\n",
       " 776599: array([None, None, None, None, None], dtype=object),\n",
       " 818384: array([None, None, None, None, None], dtype=object),\n",
       " 1365488: array([None, None, None, None, None], dtype=object),\n",
       " 124486: array([None, None, None, None, None], dtype=object),\n",
       " 464769: array([None, None, None, None, None], dtype=object),\n",
       " 374698: array([None, None, None, None, None], dtype=object),\n",
       " 863663: array([None, None, None, None], dtype=object),\n",
       " 997843: array([None, None, None, None], dtype=object),\n",
       " 1060779: array([None, None, None, None], dtype=object),\n",
       " 298288: array([None, None, None, None], dtype=object),\n",
       " 538392: array([None, None, None, None], dtype=object),\n",
       " 478546: array([None, None, None, None], dtype=object),\n",
       " 934317: array([None, None, None, None], dtype=object),\n",
       " 1037223: array([None, None, None, None], dtype=object),\n",
       " 75456: array([None, None, None, None], dtype=object),\n",
       " 49913: array([None, None, None, None], dtype=object),\n",
       " 180441: array([None, None, None, None], dtype=object),\n",
       " 915432: array([None, None, None, None], dtype=object),\n",
       " 265620: array([None, None, None, None], dtype=object),\n",
       " 1292525: array([None, None, None, None], dtype=object),\n",
       " 314899: array([None, None, None, None], dtype=object),\n",
       " 472147: array([None, None, None, None], dtype=object),\n",
       " 871404: array([None, None, None], dtype=object),\n",
       " 1011297: array([None, None, None], dtype=object),\n",
       " 711978: array([None, None, None], dtype=object),\n",
       " 142200: array([None, None, None], dtype=object),\n",
       " 744880: array([None, None, None], dtype=object),\n",
       " 1196482: array([None, None, None], dtype=object),\n",
       " 613158: array([None, None, None], dtype=object),\n",
       " 385230: array([None, None, None], dtype=object),\n",
       " 757343: array([None, None, None], dtype=object),\n",
       " 718863: array([None, None, None], dtype=object),\n",
       " 1306243: array([None, None, None], dtype=object),\n",
       " 494108: array([None, None, None], dtype=object),\n",
       " 292670: array([None, None, None], dtype=object),\n",
       " 810664: array([None, None, None], dtype=object),\n",
       " 145531: array([None, None], dtype=object),\n",
       " 1204979: array([None, None], dtype=object),\n",
       " 1007878: array([None, None], dtype=object),\n",
       " 429640: array([None, None], dtype=object),\n",
       " 408945: array([None, None], dtype=object),\n",
       " 1102438: array([None], dtype=object),\n",
       " 466836: array([None], dtype=object),\n",
       " 496107: array([None], dtype=object),\n",
       " 1222898: array([None], dtype=object),\n",
       " 166312: array([None], dtype=object),\n",
       " 421532: array([0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1246316: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1136225: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 54409: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1355576: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1210417: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1306727: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 74795: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 277129: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 566363: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 938471: array([0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 854397: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 916651: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 563921: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 834452: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 73231: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 271320: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 669733: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1233955: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 344986: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 938665: array([1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1236803: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1351499: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 637808: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 293848: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 513125: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 691108: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 160727: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 596133: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 739435: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 896365: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 637043: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1073967: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 147719: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1185725: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 96837: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 936980: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 504530: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1321156: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1266591: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 439287: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1118764: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 93998: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 970095: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 371858: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1066803: array([1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1216582: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1178385: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 402989: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 355400: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 871022: array([0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 243472: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1230981: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1238233: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 791615: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 182433: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 217197: array([1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1008941: array([1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 993515: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 799592: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 754235: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 337538: array([0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 602426: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 175900: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 320121: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1366497: array([0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 543569: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 904710: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 203323: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 320114: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1191863: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 748064: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 701132: array([0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 483305: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1258028: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 139133: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 550148: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 189467: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 903667: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1292561: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 170749: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 728794: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 469140: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1096939: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 326478: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 835126: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 820632: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 646235: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 263285: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1144331: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 453242: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 99881: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 917900: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 146933: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1008924: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 366221: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 26106: array([1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 783466: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 720247: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1009437: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 126280: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 548663: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 285799: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1146343: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 322359: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 379945: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 287052: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 738596: array([0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 171433: array([1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 506097: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 318129: array([1, 1, 1, 0, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 794962: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 899174: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 584395: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1225499: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 819009: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 819371: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 607333: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 169942: array([1, 1, 1, 1, 1, 0, 0, 0, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 118708: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 841440: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 746589: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1266013: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 238690: array([1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 558047: array([1, 1, 1, 1, 1, 1, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 32126: array([0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 950570: array([0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 744971: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1294524: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1273091: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1261332: array([1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 358867: array([0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1262509: array([1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 838473: array([1, 1, 0, 0, 0, 0, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1252224: array([0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 462174: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 5056: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 51910: array([0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 965592: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1018683: array([1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1161820: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 354821: array([1, 1, 1, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 759052: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 194275: array([1, 1, 1, 1, 0, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 734052: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1282607: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 731186: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 180069: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1612: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 538044: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 990035: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1361368: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1350457: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 821746: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1229775: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 476429: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1240125: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 148191: array([1, 1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 696436: array([1, 1, 1, 1, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 624782: array([0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 794136: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 670956: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 875266: array([1, 1, 1, 1, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 455070: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1024564: array([0, 0, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 739124: array([1, 1, 1, 1, 1, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1015886: array([1, 1, 0, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 100432: array([1, 1, 1, 0, 0, None, None, None, None, None, None, None],\n",
       "       dtype=object),\n",
       " 1073521: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 285446: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 976386: array([0, 0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1123452: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 329870: array([1, 1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 935560: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 401245: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 646421: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1309442: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1171857: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 777171: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1081214: array([1, 1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 929657: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 928415: array([0, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 467108: array([1, 0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 889728: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1365989: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1253679: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 684069: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 291697: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 216546: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 654073: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1080425: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 340634: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1034050: array([0, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1206065: array([1, 1, None, None, None, None, None, None, None], dtype=object),\n",
       " 715325: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 803748: array([1, 0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1095295: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1171136: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1294875: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 980295: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 750139: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 68475: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 222996: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 258831: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1117558: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 953680: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 356930: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 719748: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 678792: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 37907: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 862097: array([0, None, None, None, None, None, None, None], dtype=object),\n",
       " 125349: array([1, None, None, None, None, None, None, None], dtype=object),\n",
       " 1048727: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 590118: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 311082: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 328673: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 169455: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 708695: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 89810: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1086097: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 119421: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1126462: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 910723: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 717448: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 776280: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1095113: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 375128: array([None, None, None, None, None, None, None], dtype=object),\n",
       " 1331639: array([None, None, None, None, None, None], dtype=object),\n",
       " 1312462: array([None, None, None, None, None, None], dtype=object),\n",
       " 277225: array([None, None, None, None, None, None], dtype=object),\n",
       " 746631: array([None, None, None, None, None, None], dtype=object),\n",
       " 419675: array([None, None, None, None, None, None], dtype=object),\n",
       " 426036: array([None, None, None, None, None, None], dtype=object),\n",
       " 23027: array([None, None, None, None, None], dtype=object),\n",
       " 1305495: array([None, None, None, None, None], dtype=object),\n",
       " 688262: array([None, None, None, None, None], dtype=object),\n",
       " 1163490: array([None, None, None, None, None], dtype=object),\n",
       " 1024243: array([None, None, None, None, None], dtype=object),\n",
       " 958485: array([None, None, None, None, None], dtype=object),\n",
       " 130605: array([None, None, None, None], dtype=object),\n",
       " 340616: array([None, None, None, None], dtype=object),\n",
       " 670827: array([None, None, None, None], dtype=object),\n",
       " 1140404: array([None, None, None, None], dtype=object),\n",
       " 324234: array([None, None, None, None], dtype=object),\n",
       " 420165: array([None, None, None, None], dtype=object),\n",
       " 1331533: array([None, None, None, None], dtype=object),\n",
       " 1300003: array([None, None, None, None], dtype=object),\n",
       " 482733: array([None, None, None, None], dtype=object),\n",
       " 952712: array([None, None, None, None], dtype=object),\n",
       " 994435: array([None, None, None, None], dtype=object),\n",
       " 212349: array([None, None, None, None], dtype=object),\n",
       " 1349346: array([None, None, None, None], dtype=object),\n",
       " 867882: array([None, None, None, None], dtype=object),\n",
       " 425668: array([None, None, None, None], dtype=object),\n",
       " 603789: array([None, None, None, None], dtype=object),\n",
       " 1036164: array([None, None, None, None], dtype=object),\n",
       " 1045485: array([None, None, None], dtype=object),\n",
       " 1215537: array([None, None, None], dtype=object),\n",
       " 1074206: array([None, None, None], dtype=object),\n",
       " 51558: array([None, None, None], dtype=object),\n",
       " 206513: array([None, None, None], dtype=object),\n",
       " 1097462: array([None, None, None], dtype=object),\n",
       " 740763: array([None, None, None], dtype=object),\n",
       " 254971: array([None, None, None], dtype=object),\n",
       " 817716: array([None, None, None], dtype=object),\n",
       " 520613: array([None, None], dtype=object),\n",
       " 637590: array([None, None], dtype=object),\n",
       " 160775: array([None, None], dtype=object),\n",
       " 155381: array([None, None], dtype=object),\n",
       " 236360: array([None], dtype=object),\n",
       " 473209: array([None], dtype=object),\n",
       " 91356: array([None], dtype=object),\n",
       " 393059: array([None], dtype=object),\n",
       " 439146: array([None], dtype=object),\n",
       " 956525: array([None], dtype=object),\n",
       " 49020: array([None], dtype=object),\n",
       " 1306827: array([None], dtype=object),\n",
       " 1198470: array([None], dtype=object),\n",
       " 857247: array([None], dtype=object),\n",
       " 316571: array([None], dtype=object),\n",
       " 548906: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 102795: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 595835: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 1091799: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 394049: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 773358: array([1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1,\n",
       "        1, None, None, None, None, None, None, None], dtype=object),\n",
       " 318109: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, None, None, None, None, None, None, None], dtype=object),\n",
       " 291352: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1178849: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 651257: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 445835: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1144351: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 773513: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 485725: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1011726: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1209968: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 435886: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 465038: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 627033: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        None, None, None, None, None, None, None], dtype=object),\n",
       " 1247690: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 763791: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 184855: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 895542: array([1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1006389: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 265351: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 402729: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 23259: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 81997: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 165142: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 688755: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 476719: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 926677: array([1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 318136: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 484341: array([0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 795340: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 588192: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1332698: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 530363: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1150284: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1298178: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, None,\n",
       "        None, None, None, None, None, None], dtype=object),\n",
       " 1166570: array([1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 840265: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1336125: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 663133: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 914208: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 643951: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 624118: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 493038: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 7746: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 946860: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 446560: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1279469: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 928783: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 471519: array([1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1204978: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1215838: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 1150480: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 884245: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 798951: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 801040: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 711794: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 494610: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None,\n",
       "        None, None, None, None, None], dtype=object),\n",
       " 210948: array([1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1150289: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 758161: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 136101: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1263601: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1281769: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 842085: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 740431: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 380179: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 796523: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 894761: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 96724: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1343616: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 88701: array([0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 705708: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 811533: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1191205: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 3688: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 955495: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 78691: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1138742: array([0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 836024: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 309602: array([1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 8766: array([1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 1086210: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 490240: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 459936: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None,\n",
       "        None, None, None, None], dtype=object),\n",
       " 56949: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 319655: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 277518: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 732418: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 633415: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1032836: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1129480: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 215150: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1030103: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 10281: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 1254525: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 869277: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 746569: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 67119: array([1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, None, None, None, None,\n",
       "        None, None, None], dtype=object),\n",
       " 973428: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 786824: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1111731: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1202073: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 605164: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 581368: array([1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1300636: array([1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 1035207: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 844492: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 19167: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 803970: array([0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 573512: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 868765: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 433408: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 772261: array([1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 484035: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 593613: array([1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, None, None, None, None, None,\n",
       "        None, None], dtype=object),\n",
       " 675854: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 860938: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1080025: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1227975: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1217923: array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 781337: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 766355: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1011370: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1043386: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1314034: array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1359018: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 337372: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 967286: array([1, 1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 381644: array([1, 1, 0, 0, 0, 0, 0, 1, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1167296: array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 1318762: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 359954: array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 686230: array([1, 1, 1, 1, 1, 0, 0, 1, 1, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " 480465: array([1, 0, 0, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None,\n",
       "        None], dtype=object),\n",
       " ...}"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 用户特征数据即为之前提取的data中的各项特征，转换成ndarray即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data={user_id:user.get_array() for user_id,user in data.items()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 合并上述提取方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "register=pd.read_csv('user_register_log.txt',sep='\\t',names=['user_id','register_day','register_type','device_type'])\n",
    "launch=pd.read_csv('app_launch_log.txt',sep='\\t',names=['user_id','launch_day'])\n",
    "create=pd.read_csv('video_create_log.txt',sep='\\t',names=['user_id','create_day'])\n",
    "activity=pd.read_csv('user_activity_log.txt',sep='\\t',names=['user_id','act_day','page','video_id','author_id','act_type'])\n",
    "\n",
    "data_generator=DataGenerator(register,launch,create,activity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构建RNN网络模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-06T02:16:36.221402Z",
     "start_time": "2020-03-06T02:16:33.472455Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-06T02:16:37.000066Z",
     "start_time": "2020-03-06T02:16:36.745703Z"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'n_hu' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-b25fe55253b9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0mlr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplaceholder\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat32\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'learning_rate'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m     \u001b[0mW_out\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_variable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'W_out'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mn_hu\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m     \u001b[0mb_out\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_variable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'b_out'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'n_hu' is not defined"
     ]
    }
   ],
   "source": [
    "with tf.variable_scope('train'):\n",
    "    \n",
    "    #变量与输入\n",
    "    lr=tf.placeholder(tf.float32,[],name='learning_rate')\n",
    "\n",
    "    W_out=tf.get_variable('W_out',[n_hu,1])\n",
    "    b_out=tf.get_variable('b_out',[1])\n",
    "\n",
    "    \n",
    "    x=tf.placeholder(tf.float32,[None,None,n_features])\n",
    "    y=tf.placeholder(tf.float32,[None,None])\n",
    "    \n",
    "    batch_size=tf.shape(x)[0]\n",
    "    seq_length=tf.shape(x)[1]\n",
    "    \n",
    "    #RNN层\n",
    "    cell=tf.nn.rnn_cell.GRUCell(n_hu)\n",
    "    initial_state = cell.zero_state(batch_size, dtype=tf.float32)\n",
    "    outputs, state = tf.nn.dynamic_rnn(cell, x,\n",
    "                                       initial_state=initial_state)\n",
    "    \n",
    "    #输出层\n",
    "    outputs=tf.reshape(outputs,[-1,n_hu])\n",
    "    logits=tf.matmul(outputs,W_out)+b_out\n",
    "    logits=tf.reshape(logits,tf.stack([batch_size,seq_length]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#选择部分预测结果与标签当做训练损失计算\n",
    "logits_local_train=logits[:,:-14]\n",
    "label_local_train=y[:,:-14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#设置损失函数\n",
    "regularizer=tf.contrib.layers.l2_regularizer(0.00001)\n",
    "penalty=tf.contrib.layers.apply_regularization(regularizer,tf.trainable_variables())\n",
    "\n",
    "obj_local=tf.losses.sigmoid_cross_entropy(label_local_train,logits_local_train)+penalty\n",
    "optimizer=tf.train.AdamOptimizer(lr)\n",
    "step_local=optimizer.minimize(obj_local)\n",
    "\n",
    "#l选择部分预测结果与标签当做测试损失计算\n",
    "logits_local_test=logits[:,-8]\n",
    "label_local_test=y[:,-8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def train(n_obs=1000,step=1000,lr_feed=0.01):\n",
    "\n",
    "    date_seq=[31]+list(range(2,16))+[16]*15\n",
    "    variables=[step_local,obj_local,label_local_train,logits_local_train]\n",
    "    \n",
    "    for i in range(step):\n",
    "        length,id_list,data_x,data_y=data_generator.next_batch(n_obs)\n",
    "        _,los,lab,log=sess.run(variables,\n",
    "                               feed_dict={x:data_x,\n",
    "                                          y:data_y,\n",
    "                                          lr:lr_feed})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sess=tf.Session()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train(n_obs=1000,step=2000,lr_feed=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def test():\n",
    "    \n",
    "    n_NA=14\n",
    "    date_seq=[31]+list(range(2,16))+[16]*15\n",
    "    variables_1=[obj_local,logits_local_train,label_local_train]\n",
    "    variables_2=[logits_local_test,label_local_test]\n",
    "        \n",
    "    obs_count,cum_loss,correct=0,0,0\n",
    "    user,prob,real=[],[],[]\n",
    "\n",
    "    #训练损失\n",
    "    for length,id_list,data_x,data_y in zip(*data_generator.get_set('train')):\n",
    "        _obj,_logits_train,_label_train=sess.run(variables_1,\n",
    "                           feed_dict={x:data_x,\n",
    "                                      y:data_y,\n",
    "                                      lr:0.001})\n",
    "        obs_count+=(length-n_NA)*len(id_list)\n",
    "        cum_loss+=_obj*(length-n_NA)*len(id_list)\n",
    "        correct+=np.sum((1*(_logits_train>0)==_label_train))\n",
    "\n",
    "    #测试损失\n",
    "    for length,id_list,data_x,data_y in zip(*data_generator.get_set('test')):\n",
    "        _=sess.run(variables_2,\n",
    "                           feed_dict={x:data_x,\n",
    "                                      y:data_y,\n",
    "                                      lr:0.001})\n",
    "        \n",
    "        _logits_test,_label_test=_\n",
    "        real+=list(_label_test)\n",
    "\n",
    "        user+=list(id_list)\n",
    "        prob+=list(1/(1+np.exp(-_logits_test.reshape([-1]))))\n",
    "    \n",
    "    #训练损失\n",
    "    print('train_loss',cum_loss/obs_count)\n",
    "    \n",
    "    #测试损失\n",
    "    result=pd.DataFrame({'user_id':user,'prob':prob,'label':real})\n",
    "    print('test_score:',f(result))\n",
    "    \n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 评估标准："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](./img/5.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_loss 0.6144134916860811\n",
      "test_score: [0.8042493443187537, 0.8034833869239013, 0.8029689608636976, 0.8027878722134838, 0.8030067815998039, 0.8025592650315807]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>prob</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>914049</td>\n",
       "      <td>0.551180</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>833407</td>\n",
       "      <td>0.855232</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>322751</td>\n",
       "      <td>0.712806</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>116575</td>\n",
       "      <td>0.311971</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>611956</td>\n",
       "      <td>0.712806</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>330729</td>\n",
       "      <td>0.809744</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>685784</td>\n",
       "      <td>0.671162</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1289690</td>\n",
       "      <td>0.551180</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1231408</td>\n",
       "      <td>0.712806</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1207075</td>\n",
       "      <td>0.311971</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>802045</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1017194</td>\n",
       "      <td>0.884775</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>922023</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1121669</td>\n",
       "      <td>0.671162</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>493737</td>\n",
       "      <td>0.850407</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>142391</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>660747</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1044581</td>\n",
       "      <td>0.671162</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1293122</td>\n",
       "      <td>0.311971</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>119696</td>\n",
       "      <td>0.712806</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>814202</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>13335</td>\n",
       "      <td>0.311971</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1203274</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>586651</td>\n",
       "      <td>0.671162</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>471419</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>849601</td>\n",
       "      <td>0.551180</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1354345</td>\n",
       "      <td>0.311971</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>255902</td>\n",
       "      <td>0.823130</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>340075</td>\n",
       "      <td>0.671162</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1138523</td>\n",
       "      <td>0.809744</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37416</th>\n",
       "      <td>319782</td>\n",
       "      <td>0.354854</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37417</th>\n",
       "      <td>37668</td>\n",
       "      <td>0.358378</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37418</th>\n",
       "      <td>501328</td>\n",
       "      <td>0.735866</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37419</th>\n",
       "      <td>205929</td>\n",
       "      <td>0.186486</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37420</th>\n",
       "      <td>266410</td>\n",
       "      <td>0.075858</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37421</th>\n",
       "      <td>1083050</td>\n",
       "      <td>0.980136</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37422</th>\n",
       "      <td>629490</td>\n",
       "      <td>0.785230</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37423</th>\n",
       "      <td>1188746</td>\n",
       "      <td>0.264315</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37424</th>\n",
       "      <td>944505</td>\n",
       "      <td>0.079932</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37425</th>\n",
       "      <td>1104319</td>\n",
       "      <td>0.695631</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37426</th>\n",
       "      <td>1171431</td>\n",
       "      <td>0.663820</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37427</th>\n",
       "      <td>1316096</td>\n",
       "      <td>0.776462</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37428</th>\n",
       "      <td>303099</td>\n",
       "      <td>0.095926</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37429</th>\n",
       "      <td>357160</td>\n",
       "      <td>0.086921</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37430</th>\n",
       "      <td>1220502</td>\n",
       "      <td>0.972957</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37431</th>\n",
       "      <td>877335</td>\n",
       "      <td>0.988130</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37432</th>\n",
       "      <td>958930</td>\n",
       "      <td>0.985308</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37433</th>\n",
       "      <td>611298</td>\n",
       "      <td>0.337501</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37434</th>\n",
       "      <td>751792</td>\n",
       "      <td>0.066852</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37435</th>\n",
       "      <td>653194</td>\n",
       "      <td>0.732602</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37436</th>\n",
       "      <td>1076199</td>\n",
       "      <td>0.099808</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37437</th>\n",
       "      <td>1281232</td>\n",
       "      <td>0.830839</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37438</th>\n",
       "      <td>598853</td>\n",
       "      <td>0.066852</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37439</th>\n",
       "      <td>640596</td>\n",
       "      <td>0.981772</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37440</th>\n",
       "      <td>326018</td>\n",
       "      <td>0.416348</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37441</th>\n",
       "      <td>210431</td>\n",
       "      <td>0.119401</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37442</th>\n",
       "      <td>303997</td>\n",
       "      <td>0.116188</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37443</th>\n",
       "      <td>464054</td>\n",
       "      <td>0.962367</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37444</th>\n",
       "      <td>519584</td>\n",
       "      <td>0.935269</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37445</th>\n",
       "      <td>862992</td>\n",
       "      <td>0.118954</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37446 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id      prob  label\n",
       "0       914049  0.551180    1.0\n",
       "1       833407  0.855232    1.0\n",
       "2       322751  0.712806    1.0\n",
       "3       116575  0.311971    1.0\n",
       "4       611956  0.712806    1.0\n",
       "5       330729  0.809744    0.0\n",
       "6       685784  0.671162    1.0\n",
       "7      1289690  0.551180    1.0\n",
       "8      1231408  0.712806    0.0\n",
       "9      1207075  0.311971    1.0\n",
       "10      802045  0.823130    0.0\n",
       "11     1017194  0.884775    1.0\n",
       "12      922023  0.823130    1.0\n",
       "13     1121669  0.671162    1.0\n",
       "14      493737  0.850407    1.0\n",
       "15      142391  0.823130    1.0\n",
       "16      660747  0.823130    0.0\n",
       "17     1044581  0.671162    0.0\n",
       "18     1293122  0.311971    1.0\n",
       "19      119696  0.712806    0.0\n",
       "20      814202  0.823130    1.0\n",
       "21       13335  0.311971    1.0\n",
       "22     1203274  0.823130    0.0\n",
       "23      586651  0.671162    1.0\n",
       "24      471419  0.823130    1.0\n",
       "25      849601  0.551180    1.0\n",
       "26     1354345  0.311971    0.0\n",
       "27      255902  0.823130    1.0\n",
       "28      340075  0.671162    1.0\n",
       "29     1138523  0.809744    1.0\n",
       "...        ...       ...    ...\n",
       "37416   319782  0.354854    1.0\n",
       "37417    37668  0.358378    0.0\n",
       "37418   501328  0.735866    1.0\n",
       "37419   205929  0.186486    1.0\n",
       "37420   266410  0.075858    0.0\n",
       "37421  1083050  0.980136    1.0\n",
       "37422   629490  0.785230    0.0\n",
       "37423  1188746  0.264315    0.0\n",
       "37424   944505  0.079932    0.0\n",
       "37425  1104319  0.695631    1.0\n",
       "37426  1171431  0.663820    0.0\n",
       "37427  1316096  0.776462    0.0\n",
       "37428   303099  0.095926    0.0\n",
       "37429   357160  0.086921    0.0\n",
       "37430  1220502  0.972957    1.0\n",
       "37431   877335  0.988130    1.0\n",
       "37432   958930  0.985308    1.0\n",
       "37433   611298  0.337501    1.0\n",
       "37434   751792  0.066852    0.0\n",
       "37435   653194  0.732602    1.0\n",
       "37436  1076199  0.099808    0.0\n",
       "37437  1281232  0.830839    1.0\n",
       "37438   598853  0.066852    0.0\n",
       "37439   640596  0.981772    1.0\n",
       "37440   326018  0.416348    0.0\n",
       "37441   210431  0.119401    0.0\n",
       "37442   303997  0.116188    0.0\n",
       "37443   464054  0.962367    1.0\n",
       "37444   519584  0.935269    1.0\n",
       "37445   862992  0.118954    0.0\n",
       "\n",
       "[37446 rows x 3 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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